Hiring algorithms, loan approvals, medical diagnoses — AI is discriminating against real people right now. FairLens detects hidden bias in minutes and shows you exactly how to fix it.
This criminal risk system shows severe racial bias — Black defendants are flagged as high risk at twice the rate of white defendants with identical records.
These aren't hypothetical. These are documented cases of AI systems actively discriminating against real people.
Black defendants rated HIGH risk at nearly twice the rate of white defendants with identical records.
Algorithm penalized resumes that included the word 'women's' and downgraded graduates of all-women's colleges.
System systematically underestimated how sick Black patients were, resulting in reduced access to care programs.
When we ran the COMPAS dataset through FairLens, it detected severe racial bias in under 30 seconds — the same bias that took ProPublica journalists months to uncover manually.
No ML expertise needed. No code. Just upload and go.
CSV or Excel. FairLens auto-detects sensitive columns like gender, race, and age.
3 industry-standard fairness metrics computed in seconds using Microsoft's fairlearn library.
Google Gemini AI translates every metric into plain English. No jargon — just actionable insights.
AI-generated remediation steps + a professional PDF report for your team.
The most complete AI bias auditing platform — completely free.
DPD, EOD, DIR + Cramér's V bias attribution — gold standard metrics that tell you WHAT and WHY.
Every finding explained in plain English with TL;DR verdict, key findings list, and expandable detail.
Re-generate your entire audit explanation in Hindi, Spanish, French, Arabic, Portuguese, Bengali and more.
Professional downloadable reports ready for executives, compliance teams, and regulatory submission.
EU AI Act, EEOC 4/5 Rule, ISO 42001. Know your legal standing before regulators do.
Interactive AI chat on your results. 'Who is disadvantaged?' 'What is my legal risk?' Instant answers.
Simulate removing any attribute and see your score improve in real-time. Plan your mitigation strategy.
Make any audit public with one click. Share your results with anyone — no account needed to view.
Try real bias analysis on COMPAS, Adult Income, and German Credit datasets instantly — zero friction.
FairLens automatically checks your results against major AI fairness regulations. Know your compliance status before auditors do.
High-risk AI systems must demonstrate fairness. FairLens flags non-compliant systems.
US hiring law: selection rate for any group must be ≥ 80% of the most-selected group.
International AI management standard requires bias risk assessment for AI systems.
Real datasets. Real bias. Real results in under 60 seconds.
Every biased AI decision harms a real person. It takes under 60 seconds to find out if yours is one of them.
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